Global manufacturing is confronting a historic labor crunch: as aging workforces retire at unprecedented rates, AI is emerging as a bridge for knowledge transfer to a new generation. The shift in the industrial sector from automation to autonomy is spawning new career categories, while eliminating old ones. Are we witnessing the death of routine work and the birth of a new industrial workforce?